The median income of a household with a car in the city is more than double that of households without cars [1]. In a city where public transport is a viable and relatively cheap alternative, it doesn’t seem obvious that it disproportionately impacts the poor, unlike for instance a flat sales tax on essential goods.
[1] https://blog.tstc.org/wp-content/uploads/2017/04/how-car-fre...